COVID, Twitter, 10/28/2020 3:01:10 PM, 238989


FAQ | Problem?

COVID_2020-10-28_00-32-21.xlsx
COVID_2020-10-28_00-32-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2020
Short Description:
COVID via NodeXL https://bit.ly/3kD1wq3
@realdonaldtrump
@spinika7
@wolfblitzer
@cnn
@jesselehrich
@joebiden
@senkamalaharris
@senatemajldr
@oliviatroye
@leahgreenb

Top hashtags:
#covid19
#covid
#liburpanjangterapkan3m
#coronavirus
#covid_19
#cuarentenaradicaleficaz

Description:
Description
The graph represents a network of 10,552 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 28 October 2020 at 07:44 UTC.

The requested start date was Wednesday, 28 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Sunday, 25 October 2020 at 03:20 UTC to Tuesday, 27 October 2020 at 03:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 10552
Unique Edges : 5635
Edges With Duplicates : 11704
Total Edges : 17339
Number of Edge Types : 5
Retweet : 5421
MentionsInRetweet : 6274
Tweet : 2807
Replies to : 1083
Mentions : 1754
Self-Loops : 2822
Reciprocated Vertex Pair Ratio : 0.00328984685195689
Reciprocated Edge Ratio : 0.00655811849841701
Connected Components : 2807
Single-Vertex Connected Components : 906
Maximum Vertices in a Connected Component : 3093
Maximum Edges in a Connected Component : 6443
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.589546
Graph Density : 7.94365416283047E-05
Modularity : 0.565242
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 10,552 Twitter users whose tweets in the requested range contained "COVID", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 28 October 2020 at 07:44 UTC.

The requested start date was Wednesday, 28 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 0-hour, 1-minute period from Sunday, 25 October 2020 at 03:20 UTC to Tuesday, 27 October 2020 at 03:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : COVID
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[42] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[23] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates/three-pence-aides-test-positive-for-the-virus?referringSource=articleShare
[22] https://trib.al/M5cddeK
[11] https://adcorto.com/Covid19
[11] http://covid.go.id
[11] https://www.cbsnews.com/news/texas-to-establish-additional-care-sites-in-el-paso-as-covid-19-cases-surge/?linkId=102838406&fbclid=IwAR0k-MimRmcs5Ocp8dWFhmAVg2q7IeD9oYbgZqWlTM9rh3XOXWbqbFgY5AA&ftag=CNM-00-10aab7e&linkId=102847842
[10] https://www.washingtonian.com/2020/10/26/200000-white-flags-represent-the-staggering-loss-of-covid-19/
[9] https://trumpcovidplan.com/
[9] https://www.cbsnews.com/news/vice-president-mike-pences-chief-of-staff-marc-short-tests-positive-for-covid-19/?ftag=CNM-00-10aab7e&linkId=102800653
[8] https://twitter.com/atrupar/status/1320180250920259584

Top URLs in Tweet in G1:
[5] https://inosminews.ru/27/10/2020/prixoditsya-xodit-po-golovam-morg-novokuznecka-okazalsya-perepolnen-telami-pacientov-s-covid-19.html
[4] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates/three-pence-aides-test-positive-for-the-virus
[3] http://covid.go.id
[2] https://www.newindianexpress.com/thesundaystandard/2020/oct/25/poor-hygiene-water-quality-can-lower-covid-19-fatality-rate-says-study-2214679.html
[2] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[2] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates/three-pence-aides-test-positive-for-the-virus?referringSource=articleShare
[2] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates
[2] https://www.thestar.com/politics/2020/10/23/trudeau-touts-vaccine-deals-as-canada-notches-new-daily-record-in-covid-19-cases.html?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.theblaze.com/news/jake-tapper-grills-nancy-pelosi-covid-relief-bill?utm_source=theblaze-dailyPM&utm_medium=email&utm_campaign=Daily-Newsletter__PM%202020-10-25&utm_term=ACTIVE%20LIST%20-%20TheBlaze%20Daily%20PM
[2] https://www.lowyinstitute.org/the-interpreter/can-covid-19-advance-gender-equality-china-s-health-policies

Top URLs in Tweet in G2:
[3] https://trib.al/vr4GMHQ
[3] https://globalnews.ca/
[3] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates/three-pence-aides-test-positive-for-the-virus?referringSource=articleShare
[2] https://trib.al/CXb110G
[2] https://www.cbsnews.com/news/joe-biden-democratic-presidential-candidate-kamala-harris-60-mintues-interview-norah-odonnell-2020-10-25/?ftag=CNM-00-10aab7d&linkId=102842971
[2] https://trib.al/Uq2gPh8
[2] https://trib.al/2WT4Hc0
[2] https://www.commondreams.org/news/2020/10/25/such-insult-doctors-furious-trump-peddles-baseless-claim-they-are-inflating-covid
[2] https://globalnews.ca/news/7420865/quebec-covid-19-coronavirus-oct-25/
[2] https://nypost.com/2020/10/24/how-a-holocaust-survivor-helped-me-find-love-and-hope-amid-covid-19/?utm_source=twitter_sitebuttons&utm_medium=site%20buttons&utm_campaign=site%20buttons

Top URLs in Tweet in G3:
[8] https://www.washingtonian.com/2020/10/26/200000-white-flags-represent-the-staggering-loss-of-covid-19/
[2] https://www.nytimes.com/live/2020/10/25/world/covid-19-coronavirus-updates/for-europe-the-numbers-keep-climbing
[2] https://www.statnews.com/2020/10/20/cdc-data-excess-deaths-covid-19/
[1] https://twitter.com/cspan/status/1319728176218636292
[1] https://www.gofundme.com/f/24aqv2j45c?sharetype=teams&member=5513480&utm_medium=copy_link&utm_source=customer&utm_campaign=p_na+share-sheet&rcid=0f7aab3ebfd1486aae10763d29cc01ba
[1] https://www.statnews.com/2020/10/21/fda-hearing-vaccine-advisory-committee-hearing-ease-covid-19-anxieties/

Top URLs in Tweet in G4:
[5] https://trib.al/M5cddeK
[2] https://www.npr.org/sections/health-shots/2020/10/22/925942412/hospital-bills-for-uninsured-covid-19-patients-are-covered-but-no-one-tells-them
[1] https://amymcgrath.com/
[1] https://twitter.com/atrupar/status/1320180250920259584
[1] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates/three-pence-aides-test-positive-for-the-virus
[1] https://twitter.com/CNNPolitics/status/1320925721380950021
[1] https://twitter.com/PPact/status/1320879821837185024
[1] https://www.wgal.com/article/senate-adjourns-until-after-election/34487155#
[1] https://twitter.com/RedTRaccoon/status/1320911883147321345
[1] https://twitter.com/paulajean2020/status/1320923880861696000

Top URLs in Tweet in G5:
[8] https://trumpcovidplan.com/
[2] https://twitter.com/Niall_Boylan/status/1320747869461204998
[1] https://joebiden.com/covid-plan
[1] https://twitter.com/JoeBiden/status/1187829299207954437
[1] https://twitter.com/cnnbrk/status/1319848917157163008
[1] https://www.mirror.co.uk/news/world-news/body-bags-seen-overflowing-horror-22905732
[1] https://twitter.com/nickkristof/status/1320000625560748032
[1] https://joebiden.com/es/cuidado-de-la-salud/
[1] https://twitter.com/MeidasTouch/status/1320425876010328064
[1] https://www.nytimes.com/2020/10/22/health/coronavirus-schools-children.html

Top URLs in Tweet in G6:
[5] https://www.politico.com/news/2020/09/25/trump-hhs-ads-coronavirus-421957
[2] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates?referringSource=articleShare#three-pence-aides-test-positive-for-the-virus
[2] https://www.rawstory.com/2020/10/pence-backs-down-aide-says-he-will-not-preside-over-supreme-court-vote-after-staffers-get/#.X5eQOCsgvEU.twitter
[2] https://www.theguardian.com/world/2020/oct/24/poll-reveals-steep-rise-in-younger-adults-flouting-uks-covid-restrictions?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1603580916
[1] https://www.thedailybeast.com/trump-threatens-pennsylvania-gov-tom-wolf-he-wont-help-covid-hit-state-because-he-didnt-help-his-campaign?source=twitter&via=desktop
[1] https://news.yahoo.com/household-incomes-grew-more-slowly-130044156.html?soc_src=social-sh&soc_trk=tw&tsrc=twtr
[1] https://twitter.com/maggienyt/status/1320200346426347520
[1] https://www.nytimes.com/live/2020/10/24/world/covid-19-coronavirus-updates#three-pence-aides-test-positive-for-the-virus
[1] https://www.cgdev.org/blog/covid-19-and-blm-new-era-aid-rethinking-humanitarianism-episode-1
[1] https://retractionwatch.com/2020/10/26/widely-cited-covid-19-masks-paper-under-scrutiny-for-inaccurate-stat/

Top URLs in Tweet in G8:
[11] https://adcorto.com/Covid19
[6] http://www.minci.gob.ve/vamos-a-ganarle-la-batalla-al-covid-19/
[5] http://www.psuv.org.ve/temas/noticias/venezuela-formalizo-ante-oms-medicamento-efectivo-y-seguro-contra-covid-19/
[3] https://www.vtv.gob.ve/al-menos-43-000-000-personas-mundo-contagiadas-covid-19/
[3] https://mazo4f.com/en-venezuela-94-de-los-contagiados-de-covid-19-han-logrado-recuperarse
[2] https://www.pscp.tv/w/1DXGyAjNYoZGM
[2] https://www.vtv.gob.ve/venezuela-consigue-medicina-que-cura-100-la-covid-19/
[2] https://www.vtv.gob.ve/camas-servicio-atencion-pacientes-covid-19-hospital-santaella/
[2] https://mazo4f.com/venezuela-oficializo-tramites-para-la-certificacion-de-la-molecula-dr10-para-tratar-el-covid-19
[2] https://mazo4f.com/venezuela-registro-este-sabado-424-nuevos-casos-positivos-de-covid-19

Top URLs in Tweet in G9:
[38] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[2] https://twitter.com/santucci/status/1320193149063626756
[2] https://www.haaretz.com/
[2] https://www.wfla.com/community/health/coronavirus/florida-considers-not-releasing-daily-covid-19-case-numbers-to-the-public/
[2] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=vanity-fair&utm_social-type=earned
[1] https://www.haaretz.com/us-news/lincoln-project-jared-and-ivanka-covid-1.9259510
[1] https://twitter.com/atrupar/status/1320353720132128768
[1] https://twitter.com/Delavegalaw/status/1320196501587529728
[1] https://twitter.com/ProjectLincoln/status/1319294071513346053

Top URLs in Tweet in G10:
[5] https://www.cnbc.com/2020/07/28/coronavirus-stimulus-updates-mcconnell-defends-liability-protections.html?__source=sharebar|twitter&par=sharebar

Top Domains
Top Domains in Tweet in Entire Graph:
[413] twitter.com
[78] nytimes.com
[67] trib.al
[44] vanityfair.com
[42] bit.ly
[36] co.uk
[34] youtube.com
[34] com.mx
[31] cbsnews.com
[25] com.br

Top Domains in Tweet in G1:
[117] twitter.com
[13] nytimes.com
[9] instagram.com
[9] nih.gov
[7] cnn.com
[6] google.com
[6] com.mx
[5] com.br
[5] thedailybeast.com
[5] theguardian.com

Top Domains in Tweet in G2:
[12] twitter.com
[10] trib.al
[6] globalnews.ca
[4] msnbc.com
[4] nytimes.com
[4] nbcnews.to
[3] nbcnews.com
[3] nypost.com
[2] cbsn.ws
[2] cbsnews.com

Top Domains in Tweet in G3:
[8] washingtonian.com
[3] statnews.com
[2] nytimes.com
[1] twitter.com
[1] gofundme.com

Top Domains in Tweet in G4:
[7] twitter.com
[5] trib.al
[4] nytimes.com
[2] npr.org
[1] amymcgrath.com
[1] wgal.com
[1] nbcnews.com

Top Domains in Tweet in G5:
[9] twitter.com
[8] trumpcovidplan.com
[2] joebiden.com
[2] nytimes.com
[1] co.uk
[1] detroitnews.com
[1] zerohedge.com
[1] houstonchronicle.com
[1] washingtonpost.com
[1] npr.org

Top Domains in Tweet in G6:
[7] thedailybeast.com
[7] nytimes.com
[5] twitter.com
[5] politico.com
[2] yahoo.com
[2] rawstory.com
[2] nym.ag
[2] msightly.com
[2] theguardian.com
[1] cgdev.org

Top Domains in Tweet in G8:
[21] mazo4f.com
[18] gob.ve
[11] adcorto.com
[5] bit.ly
[5] org.ve
[3] eluniverso.com
[2] pscp.tv
[2] youtube.com
[2] dw.com
[2] lasopa.com

Top Domains in Tweet in G9:
[40] vanityfair.com
[5] twitter.com
[3] haaretz.com
[2] wfla.com

Top Domains in Tweet in G10:
[5] cnbc.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[193] covid19
[172] covid
[92] liburpanjangterapkan3m
[67] coronavirus
[66] covid_19
[49] cuarentenaradicaleficaz
[39] covid__19
[28] envideo
[26] simulacroan2020
[25] covid_19mx



Top Hashtags in Tweet in G1:
[35] covid19
[27] liburpanjangterapkan3m
[22] coronavirus
[18] covid
[13] bersamalawancovid19
[13] cegahpenyebarancovid19
[13] jabatmasdarwis
[13] ayopakaimasker
[11] covid_19
[8] kapoldasulsel

Top Hashtags in Tweet in G2:
[15] covid
[11] covid19
[8] breaking
[7] wisconsin
[7] whitehouse
[6] superspreader
[4] bidenharris2020
[4] coronavirus
[4] vote
[3] erie

Top Hashtags in Tweet in G3:
[2] covid19

Top Hashtags in Tweet in G4:
[2] ky
[2] coronavirus
[1] blockbarrett
[1] moscowmitchmcconnell
[1] moscowmitchmctreason
[1] byebitch
[1] estreetband
[1] votethemallout
[1] bidenharris2020landslide
[1] vote

Top Hashtags in Tweet in G5:
[4] covid
[3] trumpsurrendered
[2] crushthevirus
[2] covid__19
[2] letswinthis
[2] votebluetosaveamerica
[2] voteblue
[1] votethemallout
[1] bidencoalition
[1] covid_19

Top Hashtags in Tweet in G6:
[2] rethinkinghumanitarianism
[2] covid
[2] covid19
[1] erase2020
[1] factsmatter
[1] stopthepanic
[1] realitymatters

Top Hashtags in Tweet in G8:
[42] cuarentenaradicaleficaz
[28] envideo
[20] simulacroan2020
[14] envivo
[13] brisabolivarianaenvictoria
[12] simulacrogarantíadepaz
[10] covid
[9] covid_19
[9] covid19
[8] ahora

Top Hashtags in Tweet in G9:
[3] trumpsurrendered
[3] kushnerquote
[1] votehimout2020
[1] votebiden
[1] voteearly
[1] turntexasblue
[1] trumpcrimefamily

Top Hashtags in Tweet in G10:
[4] pence
[3] pestilentialpence
[3] 60minutes
[1] gop
[1] judgeamyconeybarrett
[1] covid

Top Words
Top Words in Tweet in Entire Graph:
[8131] covid
[3423] 19
[772] trump
[768] people
[703] cases
[620] more
[547] deaths
[520] died
[506] 000
[469] over

Top Words in Tweet in G1:
[905] covid
[383] 19
[60] people
[59] dan
[53] trump
[52] cases
[42] penyebaran
[39] more
[36] one
[36] pandemic

Top Words in Tweet in G2:
[404] covid
[154] realdonaldtrump
[100] 19
[85] trump
[77] president
[65] pence
[47] vice
[44] contact
[43] someone
[41] billkristol

Top Words in Tweet in G3:
[271] covid
[243] two
[243] weeks
[236] died
[234] over
[233] today
[232] mom
[232] maryland
[232] anyone
[232] needs

Top Words in Tweet in G4:
[208] covid
[99] senate
[99] relief
[86] mcconnell
[84] until
[82] adjourned
[81] 11
[78] jesselehrich
[59] bill
[56] kurteichenwald

Top Words in Tweet in G5:
[163] covid
[85] 19
[65] joebiden
[60] kamalaharris
[53] trump
[52] americans
[38] instead
[36] republicans
[35] chose
[34] working

Top Words in Tweet in G6:
[89] maggienyt
[88] covid
[75] chief
[75] staff
[69] white
[69] house
[68] meadows
[61] people
[60] keep
[60] mark

Top Words in Tweet in G7:
[179] covid
[167] korea
[158] cases
[157] 19
[156] south
[156] deaths
[155] wolfblitzer
[155] checked
[155] first
[155] february

Top Words in Tweet in G8:
[180] covid
[175] 19
[86] venezuela
[57] mippcivzla
[56] contra
[50] nicolasmaduro
[44] molécula
[43] casos
[42] #cuarentenaradicaleficaz
[32] lucha

Top Words in Tweet in G9:
[83] covid
[37] article
[34] ananavarro
[29] right
[28] gtconway3d
[28] here's
[27] 19
[27] vanityfair
[26] make
[25] yes

Top Words in Tweet in G10:
[151] covid
[138] american
[100] 19
[86] relief
[84] people
[80] senkamalaharris
[74] help
[70] passing
[69] won
[69] forget

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3353] covid,19
[426] died,covid
[312] two,weeks
[265] covid,relief
[255] needs,help
[252] next,two
[252] 19,cases
[250] covid,today
[249] over,next
[248] 225,000

Top Word Pairs in Tweet in G1:
[378] covid,19
[37] penyebaran,covid
[18] libur,panjang
[17] protokol,kesehatan
[16] 19,cases
[14] covid,relief
[14] 10,2020
[13] during,covid
[13] kegiatan,pencegahan
[13] pencegahan,penyebaran

Top Word Pairs in Tweet in G2:
[100] covid,19
[72] covid,covid
[47] vice,president
[35] president,pence
[34] military,leaders
[34] leaders,discovered
[34] discovered,contact
[34] contact,someone
[34] someone,covid
[34] covid,self

Top Word Pairs in Tweet in G3:
[243] two,weeks
[236] died,covid
[232] mom,died
[232] covid,today
[232] today,maryland
[232] maryland,anyone
[232] anyone,needs
[232] needs,help
[232] help,going
[232] going,polls

Top Word Pairs in Tweet in G4:
[96] covid,relief
[81] mcconnell,adjourned
[81] adjourned,senate
[81] senate,until
[81] until,11
[81] 11,covid
[76] jesselehrich,mcconnell
[38] two,weeks
[37] sister,received
[37] received,bill

Top Word Pairs in Tweet in G5:
[84] covid,19
[34] instead,working
[34] working,provide
[34] provide,covid
[34] 19,relief
[34] relief,struggling
[34] struggling,americans
[34] americans,mitch
[34] mitch,mcconnell
[34] mcconnell,republicans

Top Word Pairs in Tweet in G6:
[75] chief,staff
[69] white,house
[60] house,chief
[60] staff,mark
[60] mark,meadows
[51] two,people
[51] people,briefed
[51] briefed,matter
[51] matter,white
[51] meadows,sought

Top Word Pairs in Tweet in G7:
[157] covid,19
[156] south,korea
[155] checked,south
[155] korea,first
[155] first,covid
[155] 19,cases
[155] cases,deaths
[155] deaths,february
[155] february,more
[155] more,225

Top Word Pairs in Tweet in G8:
[169] covid,19
[47] contra,covid
[29] pdte,nicolasmaduro
[27] lucha,contra
[23] molécula,dr10
[17] 19,venezuela
[16] dr10,antiviral
[16] antiviral,altamente
[16] altamente,efectivo
[15] certificamos,molécula

Top Word Pairs in Tweet in G9:
[27] covid,19
[25] yes,article
[25] article,here's
[25] here's,link
[25] link,title
[25] title,make
[25] make,sure
[25] sure,right
[24] gtconway3d,yes
[15] ananavarro,projectlincoln

Top Word Pairs in Tweet in G10:
[100] covid,19
[79] 19,relief
[70] american,people
[69] people,won
[69] won,forget
[69] forget,instead
[69] instead,passing
[69] passing,adequate
[69] adequate,covid
[69] relief,legislation

Top Replied-To
Top Replied-To in Entire Graph:
@1trenggalek
@realdonaldtrump
@th83402565
@joebiden
@damailamongan
@senatemajldr
@drericding
@jackposobiec
@maggienyt
@mike_pence

Top Replied-To in G2:
@realdonaldtrump
@drericding
@mike_pence
@chrislhayes
@presssec
@whitehouse
@ivankatrump
@markmeadows
@hollandcourtney
@oliviatroye

Top Replied-To in G3:
@mollyjongfast
@realdonaldtrump
@pdxposhy
@spinika7

Top Replied-To in G4:
@senatemajldr
@kurteichenwald
@realdonaldtrump
@connieschultz
@jesselehrich
@pr0tic
@senwarren
@mosiewelch
@gop
@resistbot

Top Replied-To in G5:
@joebiden
@kamalaharris
@joncoopertweets
@realdonaldtrump
@mmpadellan
@dianemehta
@dalton00
@axidentaliberal
@musicandscifi
@rpmclaughlin13

Top Replied-To in G6:
@maggienyt
@ashishkjha
@jenniferjjacobs
@teampelosi
@sassymillie2
@jeremydehner
@brianschatz
@thedailybeast
@kylegriffin1
@covid19tracking

Top Replied-To in G7:
@realdonaldtrump
@wolfblitzer

Top Replied-To in G8:
@opsoms
@nicolasmaduro

Top Replied-To in G9:
@meidastouch
@atrupar
@judiciarygop
@ananavarro
@therealhoarse
@gtconway3d
@spinika7
@denikaplan
@steveschmidtses
@stuartpstevens

Top Replied-To in G10:
@soledadobrien
@thomaskaine5
@delacruz_angel_

Top Mentioned
Top Mentioned in Entire Graph:
@spinika7
@wolfblitzer
@leahgreenb
@realdonaldtrump
@senkamalaharris
@maggienyt
@jesselehrich
@torinickswho
@joebiden
@mippcivzla

Top Mentioned in G1:
@protagonisttttt
@starcdnpoli
@priscilagural
@robertihde
@cozandchewy1
@jmarie70180524
@ajmissu

Top Mentioned in G2:
@realdonaldtrump
@billkristol
@vp
@oliviatroye
@msnbc
@60minutes
@nbcnews
@marcshort45
@facesofcovid
@repsforbiden

Top Mentioned in G3:
@spinika7
@mollyjongfast
@deaconblues0
@american2084
@amvetsupport
@statnews
@maddowblog
@msprincesscat
@h2oecologist

Top Mentioned in G4:
@jesselehrich
@kurteichenwald
@senatemajldr
@foxnews
@vanitaguptacr
@sensherrodbrown
@connieschultz
@shannonbream
@60minutes
@gop

Top Mentioned in G5:
@joebiden
@kamalaharris
@stephenking
@joncoopertweets
@berniesanders
@richardgrenell
@mmpadellan
@geoffmiami
@georgetakei
@barackobama

Top Mentioned in G6:
@maggienyt
@swatlashoover
@ashishkjha
@thedailybeast
@brianschatz
@yashar
@dknight10k
@scottwongdc
@shironredshift
@smilan317

Top Mentioned in G7:
@wolfblitzer
@betoorourke
@moo1946joan
@spinika7
@realdonaldtrump

Top Mentioned in G8:
@mippcivzla
@nicolasmaduro
@vtvcanal8
@drodriven2
@conelmazodando
@opsoms
@anderson_menese
@drtedros
@jaarreaza
@ivic_oficial

Top Mentioned in G9:
@vanityfair
@gtconway3d
@projectlincoln
@katherineeban
@ananavarro
@therealhoarse
@judiciarygop
@hillaryclinton
@atrupar
@meidastouch

Top Mentioned in G10:
@senkamalaharris
@juddlegum
@bettemidler
@joelockhart
@spinika7
@thomaskaine5
@wolfblitzer
@titusnation
@designationsix
@peggynoonannyc

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@pulpnews
@missb62
@jornalistavitor
@ptjasamarga
@dolartoday
@easy_branches
@lasillarota
@okezonenews
@kompascom

Top Tweeters in G1:
@pulpnews
@ptjasamarga
@lasillarota
@okezonenews
@diariotalcual
@pairsonnalitese
@politicalhedge
@daily_express
@ancalerts
@ntelevisa_com

Top Tweeters in G2:
@laridor1
@safimaasai
@kojika0131
@dsochoa
@missesbun
@joshuajreynold1
@jaipena
@akaxochi
@binderfaith1
@bbcmundo

Top Tweeters in G3:
@cotey_mary
@roripierpont1
@fiyasturm
@downatthepound
@zumikiss
@peace1
@_omnificent_
@marciasgreen
@ferrariera
@jeffreyluscombe

Top Tweeters in G4:
@britpoptarts
@boerneaj
@davidpsdem
@foxnews
@matbo2
@kelownascott
@randyresist
@msmariat
@davidgaliel
@woozleweasels

Top Tweeters in G5:
@arriadna
@lltwing
@abramson1234
@thecorollary
@b52malmet
@stranahan
@detroitnews
@loomerjan
@joncoopertweets
@hollygilder

Top Tweeters in G6:
@amyayers16
@smilan317
@dwntwndave
@glangendorf01
@nancyrubin
@scout2462
@thedailybeast
@katherineislay
@tbluvoter
@queerjohnpa

Top Tweeters in G7:
@funnagan
@stshinn
@29361rmsm
@nanelvisfan
@prettypris
@sailorpsy
@jorgastevens
@crazylegsmike
@halloweenblogs
@mredegbe

Top Tweeters in G8:
@conelmazodando
@vtvcanal8
@descifradocom
@partidopsuv
@lasopa_news
@rnvinformativa
@europapress
@gustavoviloriar
@fercho1949jose
@prof_yurbe

Top Tweeters in G9:
@catlover1943
@therickwilson
@frannyhelen
@thereisanocean
@bizneznuna
@jhy001
@frigganfrankie
@1sweetladyblue
@mrjoncryer
@inspect54932104

Top Tweeters in G10:
@snw106
@575haiku
@ptothed1
@ccharlamb8
@secretoriginz
@mercguybrarian
@tjbogart33
@surfbro26
@crystal82028223
@margienellpruit